Robust Signal-to-Noise Ratio Estimation in Non-Gaussian Noise Channel

被引:0
作者
Ying-Siew Lo
Heng-Siong Lim
Alan Wee-Chiat Tan
机构
[1] Multimedia University,Faculty of Engineering and Technology
来源
Wireless Personal Communications | 2016年 / 91卷
关键词
SNR estimation; Non-Gaussian noise; Cramer–Rao bound;
D O I
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中图分类号
学科分类号
摘要
Signal-to-noise ratio (SNR) estimation available in the literature are designed based on the assumption of Gaussian noise models. These estimators may produce misleading results when the distribution of the noise deviates from Gaussian. This paper investigates the performance of existing SNR estimators in an additive non-Gaussian noise channel based on a Gaussian mixture model. An expectation–maximization (EM) based approach is proposed for optimum SNR estimation in the non-Gaussian noise channel. In addition, the Cramer–Rao bound is derived and used as a benchmark to assess the performance of the SNR estimators. Simulation results confirm the optimality and robustness of the proposed EM-based estimator in Gaussian and non-Gaussian noise channels.
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页码:561 / 575
页数:14
相关论文
共 21 条
[1]  
Yucek T(2007)MMSE noise plus interference power estimation in adaptive OFDM systems IEEE Transactions on Vehicular Technology 56 3857-3863
[2]  
Arslan H(2003)Linear diversity combining techniques Proceedings of the IEEE 91 331-356
[3]  
Brennan DG(2000)A comparison of SNR estimation techniques for the AWGN channel IEEE Transactions on Communications 48 1681-1691
[4]  
Pauluzzi DR(2004)SNR estimation for non-constant modulus constellations IEEE Wireless Communications and Networking Conference 1 24-29
[5]  
Beaulieu NC(1973)Man-made noise in urban environments and transportation systems: Models and measurements IEEE Transactions on Communications 21 1232-1241
[6]  
Gao P(2000)Maximum-likelihood array processing in non-Gaussian noise with Gaussian mixtures IEEE Transactions on Signal Processing 48 3520-3535
[7]  
Tepeledenlioglu C(2011)Performance comparison of SNR estimators in Gaussian Mixture Noise IEEE International Conference on Signal and Image Processing Applications 2011 327-331
[8]  
Middleton D(1984)Threshold detection in narrow-band non-Gaussian noise IEEE Transactions on Communications 32 134-139
[9]  
Kozick RJ(1987)Performance of DS/SSMA communications in impulsive channels—Part I: Linear correlation receivers IEEE Transactions on Communications 35 1179-1188
[10]  
Sadler BM(1999)Robust multiuser detection in non-Gaussian channels IEEE Transactions on Signal Processing 47 289-305